This first thing describes: * Run multiple regression

## Warning: package 'ggplot2' was built under R version 3.2.4
## 
## Call:
## lm(formula = QBover ~ QBzscores[, 2] + QBzscores[, 3] + QBzscores[, 
##     4] + QBzscores[, 5] + QBzscores[, 6] + QBzscores[, 7] + QBzscores[, 
##     8] + QBzscores[, 9] + QBzscores[, 10] + QBzscores[, 11] + 
##     QBzscores[, 12] + QBzscores[, 13] + QBzscores[, 14] + QBzscores[, 
##     15] + QBzscores[, 16] + QBzscores[, 17] + QBzscores[, 18] + 
##     QBzscores[, 19] + QBzscores[, 20] + QBzscores[, 21] + QBzscores[, 
##     22], data = QBzscores)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.065540 -0.020437 -0.000251  0.021488  0.061184 
## 
## Coefficients:
##                   Estimate Std. Error t value Pr(>|t|)    
## (Intercept)      8.072e-16  2.916e-03   0.000 1.000000    
## QBzscores[, 2]   6.380e-02  5.754e-03  11.089  < 2e-16 ***
## QBzscores[, 3]   1.886e-02  5.128e-03   3.677 0.000387 ***
## QBzscores[, 4]   3.569e-03  5.319e-03   0.671 0.503899    
## QBzscores[, 5]   4.234e-02  7.738e-03   5.472 3.48e-07 ***
## QBzscores[, 6]   5.230e-01  5.242e-03  99.775  < 2e-16 ***
## QBzscores[, 7]  -2.108e-03  3.579e-03  -0.589 0.557249    
## QBzscores[, 8]   1.959e-01  4.247e-03  46.120  < 2e-16 ***
## QBzscores[, 9]   1.777e-01  4.818e-03  36.871  < 2e-16 ***
## QBzscores[, 10]  1.906e-01  5.161e-03  36.932  < 2e-16 ***
## QBzscores[, 11]  1.046e-01  4.786e-03  21.855  < 2e-16 ***
## QBzscores[, 12]  2.368e-03  3.393e-03   0.698 0.486957    
## QBzscores[, 13] -2.300e-03  4.569e-03  -0.503 0.615876    
## QBzscores[, 14]  4.143e-03  4.014e-03   1.032 0.304540    
## QBzscores[, 15]  2.599e-03  6.054e-03   0.429 0.668599    
## QBzscores[, 16]  5.864e-04  7.482e-03   0.078 0.937684    
## QBzscores[, 17] -5.366e-03  8.315e-03  -0.645 0.520266    
## QBzscores[, 18] -2.272e-04  5.467e-03  -0.042 0.966936    
## QBzscores[, 19] -6.361e-03  8.326e-03  -0.764 0.446770    
## QBzscores[, 20]  1.327e-02  8.988e-03   1.477 0.143002    
## QBzscores[, 21]  1.627e-01  4.524e-03  35.968  < 2e-16 ***
## QBzscores[, 22]  2.254e-02  4.618e-03   4.882 4.12e-06 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.03181 on 97 degrees of freedom
## Multiple R-squared:  0.9992, Adjusted R-squared:  0.999 
## F-statistic:  5595 on 21 and 97 DF,  p-value: < 2.2e-16
## 
## Call:
## lm(formula = QBover ~ QBReduced[, 2] + QBReduced[, 3] + QBReduced[, 
##     4] + QBReduced[, 5] + QBReduced[, 6] + QBReduced[, 7] + QBReduced[, 
##     8] + QBReduced[, 9] + QBReduced[, 10] + QBReduced[, 11], 
##     data = QBReduced)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.064856 -0.023046 -0.001022  0.024032  0.059564 
## 
## Coefficients:
##                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)     8.122e-16  2.865e-03   0.000 1.000000    
## QBReduced[, 2]  6.198e-02  5.222e-03  11.870  < 2e-16 ***
## QBReduced[, 3]  1.802e-02  4.764e-03   3.784 0.000254 ***
## QBReduced[, 4]  4.667e-02  5.612e-03   8.315 3.01e-13 ***
## QBReduced[, 5]  5.259e-01  4.582e-03 114.759  < 2e-16 ***
## QBReduced[, 6]  1.989e-01  3.640e-03  54.644  < 2e-16 ***
## QBReduced[, 7]  1.757e-01  4.408e-03  39.860  < 2e-16 ***
## QBReduced[, 8]  1.925e-01  4.605e-03  41.807  < 2e-16 ***
## QBReduced[, 9]  1.040e-01  4.558e-03  22.813  < 2e-16 ***
## QBReduced[, 10] 1.616e-01  4.238e-03  38.135  < 2e-16 ***
## QBReduced[, 11] 2.182e-02  4.198e-03   5.196 9.69e-07 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.03126 on 108 degrees of freedom
## Multiple R-squared:  0.9991, Adjusted R-squared:  0.999 
## F-statistic: 1.217e+04 on 10 and 108 DF,  p-value: < 2.2e-16

##          OVR      Speed Acceleration   Strength    Agility  Awareness
## 1  0.0482533  1.0339245    0.8356295  0.5662358  1.3487877 -0.1170179
## 2 -0.6652454  0.3101403    0.4205674 -0.2478984  0.1997303 -0.6987336
## 3 -0.0267346 -0.4123168   -0.5830867 -0.6961703 -0.6366090  0.3724831
## 4  2.0775526 -0.8054795   -0.8837102  0.4400091 -0.4359791  1.7533047
## 5 -0.2309096 -0.9448283   -0.4700220  0.6622294 -1.0762656 -0.3925066
##     Carrying Throw.Power Throw.Accuracy.Short Throw.Accuracy.Mid
## 1  0.7088140   0.4689319           -0.3206737         -0.2109319
## 2  0.2187943  -0.3324240           -0.3422399         -0.3451996
## 3 -0.6139238  -0.8184158            0.2675936         -0.2099542
## 4 -0.2805362   0.7433859            1.4473904          1.9698906
## 5 -0.2354838   1.0088285           -0.4337602         -0.1072981
##   Throw.Accuracy.Deep       Injury      Stamina  Toughness    Trucking
## 1          -0.1084968  0.173726968  0.593396185  0.5467340  1.12941120
## 2          -0.4557414 -0.009438526 -0.583185217 -0.3905357 -0.03736505
## 3          -0.2600839 -0.527831435 -0.003722889 -0.1621669 -0.86286281
## 4           1.8120741  0.608645326  1.109022582  0.7050248 -0.24962299
## 5           0.2243110  0.261277770 -0.543056247 -0.2606253  0.14938966
##   Elusiveness Ball.Carrier.Vision    Stiff.Arm  Spin.Move   Juke.Move
## 1   1.3438064           1.1710367  1.115512531  1.2288556  1.27985127
## 2   0.2284593           0.2912777 -0.007478459  0.3331049  0.21045552
## 3  -0.8342239          -0.7332225 -0.853826306 -0.5774278 -0.63886190
## 4  -0.2334566          -0.1334138 -0.169818538 -0.6685522 -0.03228203
## 5  -0.9172028          -1.0687238  0.013589428 -1.1132769 -1.33247714
##   Play.Action Throw.On.The.Run
## 1 -0.24913225        0.9207547
## 2 -0.55201382       -0.2299339
## 3  0.24927054       -0.4000228
## 4  1.53822769        0.4640745
## 5 -0.09161816       -0.5849021

##        Speed Acceleration   Strength    Agility   Awareness    Carrying
## 1  0.6358309    0.4843832  0.1912733  0.7777381 -0.92369691  0.48075257
## 2  0.3402640    0.4282638 -0.4297077  0.2369007 -0.07926715 -0.13660762
## 3 -0.1171196   -0.3480086 -0.3166727 -0.2866709  0.74862311 -0.01136528
## 4 -1.5320836   -1.7712174 -0.3228358 -1.2249391  1.62453572 -0.79951284
## 5 -0.7144640   -0.3201902  0.9835375 -0.6774008 -0.06148418 -0.06214681
##   Throw.Power Throw.Accuracy.Short Throw.Accuracy.Mid Throw.Accuracy.Deep
## 1 -0.05789392          -1.25969520        -0.87481127        -0.769616871
## 2 -0.34234749           0.14138268         0.00482494        -0.127269490
## 3 -0.48500669           0.85486308         0.09197605         0.005543462
## 4  0.11043858           1.47678137         1.80400227         1.678037708
## 5  1.16020610          -0.04473339         0.32984217         0.568134969
##       Injury     Stamina  Toughness   Trucking Elusiveness
## 1 -0.1319205 -0.56390954 -0.4194793  0.6693626   0.8479923
## 2 -0.2922798 -0.09484327 -0.3600051 -0.1887124   0.1161502
## 3  0.1982181  0.59834503  0.8212553 -0.5374043  -0.4569745
## 4  0.0478596  0.78340528  0.4999610 -1.1449175  -0.9657719
## 5  0.4828949 -0.01222939  0.1560870  0.4707956  -0.4885760
##   Ball.Carrier.Vision  Stiff.Arm  Spin.Move  Juke.Move Play.Action
## 1           0.6505071  0.5787951  0.7178422  0.7491299 -1.09459559
## 2           0.2717837 -0.1830830  0.2906402  0.2248691  0.02047408
## 3          -0.3915481 -0.4602104 -0.2170062 -0.3723892  0.69555118
## 4          -0.9515038 -0.8709912 -1.1415007 -0.5432959  1.39290199
## 5          -0.5721378  0.3874117 -0.8006719 -0.8184556  0.14890540
##   Throw.On.The.Run
## 1       0.02782090
## 2       0.19859030
## 3      -0.03552368
## 4      -0.26212546
## 5      -0.24821844

##           OVR       Speed Acceleration    Agility  Awareness Throw.Power
## 1 -0.93624129  0.84878970    0.6999519  0.8965694 -0.8186822 -0.03531114
## 2 -0.36320145 -0.05557489    0.1978642 -0.1511235 -0.4276991 -0.21328948
## 3  1.05565792  1.00747669    0.7968645  1.2221326  0.5864293  0.98790930
## 4  2.21547783 -1.16380495   -1.2319797 -0.7159455  1.9186406  0.65229300
## 5  0.09434259 -0.81696428   -0.9631202 -0.9890462  0.4572845 -0.38792864
##   Throw.Accuracy.Short Throw.Accuracy.Mid Throw.Accuracy.Deep Play.Action
## 1          -1.20144368         -0.7799402         -0.66241657  -1.0954766
## 2           0.06470019         -0.1804017         -0.30075234  -0.1584067
## 3           0.58526108          0.8152105          0.51576201   0.3722759
## 4           1.62680649          2.1413602          2.04221643   1.7186184
## 5           0.10490628         -0.2073220          0.08271863   0.4599524
##   Throw.On.The.Run
## 1     -0.002162621
## 2     -0.198000199
## 3      1.470955467
## 4      0.406050825
## 5     -0.611069635

##        Speed Acceleration    Agility  Awareness Throw.Power
## 1  0.9441984   0.71569741  1.0814766 -0.6282331   0.3164491
## 2  0.5221708   0.54192729  0.3377959 -0.3930731  -0.5880684
## 3 -0.3011468  -0.37305152 -0.3847833  0.6416901  -0.6306216
## 4 -1.8289028  -2.00582727 -1.5697386  1.0528835   0.1676360
## 5 -0.3370234   0.07698055 -0.3167583 -0.1959630   0.9855278
##   Throw.Accuracy.Short Throw.Accuracy.Mid Throw.Accuracy.Deep Play.Action
## 1           -1.1423045        -0.55582124         -0.43829642 -0.77707841
## 2            0.3762483        -0.06967277         -0.54996054 -0.31325246
## 3            0.5268545         0.02422074          0.04974344  0.55804344
## 4            0.8253462         1.26386817          1.27246493  1.08482471
## 5           -0.1937509         0.03856773          0.39046229 -0.02639661
##   Throw.On.The.Run
## 1        0.4839121
## 2        0.1358849
## 3       -0.1109490
## 4       -0.2625549
## 5       -0.4216461

##       Overall Scrambling    Accuracy    DeepBall
## 1 -0.93795465  0.4032811 -0.81557356 -0.23502568
## 2  0.33218351  0.8887949  0.02986791  0.74430233
## 3  2.13752011  0.8208946  1.46582813  2.14047156
## 4  1.91478378 -1.1066768  1.71002773  0.03206103
## 5 -0.03787142 -0.5883037  0.11876961 -0.40309294

##   Scrambling    Accuracy     DeepBall
## 1  0.8779739 -0.90358389  0.025610008
## 2  0.2512380 -0.24935754 -0.001880431
## 3 -0.1094357  0.50751420 -0.398078534
## 4 -1.4413082  1.37521726  0.066090981
## 5 -0.5264463  0.08831397  0.438132378

##       Overall  Running QB  Awareness   Throwing   Fast Run  Power Run
## 1 -0.86117090  0.67540008 -0.8548728 -0.5744635  0.9718840  0.9724261
## 2 -0.29321118 -0.06373211 -0.2138517 -0.1911509 -0.1844155 -0.1871175
## 3  1.14448729  1.13173576  0.6397735  0.7682939  1.1921209  1.2524882
## 4  2.04471330 -0.77460071  1.7071911  1.4481267 -0.2181391 -0.7617774
## 5 -0.06959447 -0.89044300  0.2161440 -0.1042542 -1.3384335 -1.0698468

##   Running QB  Awareness   Throwing    Fast Run   Power Run
## 1  0.4484641 -1.0700541 -0.7847013  0.69506516  0.71122606
## 2  0.1726634 -0.3222854  0.1514994 -0.08626752  0.08439009
## 3 -0.2858739  0.9861503  0.5948018 -0.85256886 -0.44250934
## 4 -1.2810552  1.6581464  1.2453277 -0.34219821 -1.28022066
## 5 -0.1531725  0.5129618 -0.2159630  0.08868128 -0.23250756

Notes: Keep 2, 3, 5, 6, 8, 9, 10, 11, 21, 22

so we have the clusters - i think we have a baseline weight based on correlation that we then adjust based on each cluster based on the thing with norms.

##                          Scrambling      Accuracy    DeepBall
## Ryan Tannehill         -0.203236502 -0.2431477813  0.44638428
## Taylor Heinicke         1.369515108 -0.5348777925 -0.83463732
## Ben Roethlisberger     -1.911508803  0.5620513770  1.34945743
## Marcus Mariota          0.583431216 -1.0153535235  0.43192231
## Drew Brees             -1.166527231  1.8388344732 -0.67230724
## Jimmy Clausen          -0.143318186  0.2090102365 -0.06569205
## Terrelle Pryor          1.483801898 -1.3788563242 -0.10494557
## Colt McCoy              0.271000648  0.1373006288 -0.40830128
## Pat Devlin              0.442475567 -0.0001497264 -0.44232584
## Bryn Renner             0.513356280 -0.1934798894 -0.31987639
## Aaron Murray            0.138738533 -0.3140777026  0.17533917
## Tarvaris Jackson        0.174244731 -0.7659678247  0.59172309
## Charlie Whitehurst     -0.106927857  0.4731643112 -0.36623645
## Andrew Luck            -0.350312676  0.0584613259  0.29185135
## Blake Bortles           0.019068331 -0.2960517782  0.27698345
## Johnny Manziel          0.408904583 -1.3577250737  0.94882049
## Jameis Winston         -0.324974459  0.0186619711  0.30631249
## Matt Simms              0.688790098 -0.6055925232 -0.08319757
## Mike Kafka             -0.264532671  0.4601268578 -0.19559419
## Matt Flynn              0.204327265  0.3612234842 -0.56555075
## Matt Barkley           -0.241854722  0.0751503779  0.16670434
## Teddy Bridgewater       0.172014494  0.1740538172 -0.34606831
## Matt Blanchard          0.888735532 -0.6460729698 -0.24266256
## Chad Henne             -0.437935041  0.2779623684  0.15997267
## Matt Ryan              -0.864170473  1.3029648947 -0.43879442
## Sean Renfree           -0.181542103  0.3185385254 -0.13699642
## Scott Tolzien          -0.141599951  0.3349057833 -0.19330583
## Matthew Stafford       -0.520546391  0.1953664872  0.32517990
## Nick Foles             -0.807670240  0.5636583443  0.24401190
## Joe Flacco             -0.784656293  0.7075447748  0.07711152
## Case Keenum             0.404412773  0.0783644921 -0.48277727
## Josh Johnson            0.952663578 -0.7478713871 -0.20479219
## David Fales            -0.161491110 -0.0996904720  0.26118158
## Kellen Moore           -0.065384439  0.8809454770 -0.81556104
## Josh McCown             0.239925941  0.2514340205 -0.49135996
## Matt Moore             -0.149617878  0.5736867717 -0.42406889
## Joe Webb                1.407098999 -1.3339281484 -0.07317085
## Tajh Boyd               0.649175854 -1.0663918145  0.41721596
## Thad Lewis              0.163954787 -0.2302584556  0.06630367
## Peyton Manning         -1.692561776  2.1263996861 -0.43383791
## Cam Newton             -0.403235926 -0.7216878400  1.12492377
## Ryan Griffin           -0.655344344  0.1862896227  0.46905472
## Robert Griffin III      0.948980314 -0.7650810671 -0.18389925
## Brandon Weeden         -0.074545291 -0.0200572789  0.09460257
## Jeff Tuel               0.931310627 -0.3274511156 -0.60385951
## Blaine Gabbert          0.526837691 -0.3086749252 -0.21816277
## Drew Stanton            0.074296669 -0.1220907430  0.04779407
## Zac Dysert             -0.003021016 -0.4626590095  0.46568003
## Derek Carr              0.197352112 -0.4223424019  0.22499029
## Mike Glennon           -0.915974328  0.3318008709  0.58417346
## Brett Hundley           1.107929389 -0.6157727455 -0.49215664
## Chandler Harnish        0.926020159 -0.6149818502 -0.31103831
## Tim Tebow               0.845650221 -0.4732938864 -0.37235633
## Colin Kaepernick        0.412906135 -0.7909736252  0.37806749
## Connor Shaw             1.091510315 -0.7351505931 -0.35635972
## Logan Thomas            0.870933875 -1.2650117974  0.39407792
## Jameill Showers         1.202540078 -1.7205633525  0.51802327
## Stephen Morris          1.110684782 -1.1415983415  0.03091356
## Bryce Petty             0.407654582 -0.3295032811 -0.07815130
## Shane Carden            0.099549377  0.0557053435 -0.15525472
## Josh Freeman            0.245901057 -0.4500720154  0.20417096
## Jay Cutler             -0.512102199 -0.0081895620  0.52029176
## Christian Ponder        0.644356325 -0.3982823811 -0.24607394
## B.J. Daniels            1.078681752 -1.2338885382  0.15520679
## Russell Wilson          0.093465641 -0.4297963859  0.33633075
## Andy Dalton            -0.132490717  0.5812891699 -0.44879845
## Brad Sorensen           0.073456838 -0.5873426361  0.51388580
## Ryan Fitzpatrick       -0.231142979  0.9124543688 -0.68131139
## Matt Hasselbeck        -0.897477056  1.1978676612 -0.30039060
## Kirk Cousins            0.020072450  0.3341773459 -0.35424980
## Austin Davis            0.671880436 -0.1427798736 -0.52910056
## Aaron Rodgers          -1.154192896  0.7146995927  0.43949330
## Tom Savage             -0.323644888 -0.2389603506  0.56260524
## Brian Hoyer            -0.320700563  0.5463270983 -0.22562654
## Eli Manning            -1.253062763  1.3906004479 -0.13753769
## Mark Sanchez           -0.239796372  0.5101524797 -0.27035611
## Tyrod Taylor            0.879178974 -1.0627551232  0.18357615
## Tom Brady              -2.668093937  2.2914892606  0.37660468
## Landry Jones           -0.725004955  0.0362728697  0.68873208
## Carson Palmer          -1.190223077  1.2611287401 -0.07090566
## Trevor Siemian          0.535173889 -0.0633032275 -0.47187066
## Matt McGloin            0.207579887  0.4301511675 -0.63773105
## McLeod Bethel-Thompson -0.326771340 -0.3644236682  0.69119501
## Seth Lobato             0.457012265 -0.9088550164  0.45184275
## Dylan Thompson          0.562783256 -0.8781377266  0.31535447
## Alex Tanney             0.219981254 -0.2686937237  0.04871247
## Bryan Bennett           0.913374017 -0.8810521154 -0.03232190
## R.J. Archer             0.552811079 -0.2202928787 -0.33251820
## Garrett Gilbert         0.438870567 -0.4088347973 -0.03003577
## Geno Smith              0.589857099 -0.6827140891  0.09285699
## Brock Osweiler         -0.012798625 -0.3313578737  0.34415650
## Matt Cassel            -0.416955894  0.8363535170 -0.41939762
## T.J. Yates             -0.445269105  0.3598023926  0.08546671
## Ryan Mallett           -1.774647894  0.5990809760  1.17556692
## E.J. Manuel             0.625466172 -0.7394436975  0.11397753
## Ryan Nassib            -0.131335482  0.2437554520 -0.11241997
## Dustin Vaughan         -0.060118645 -0.1620053241  0.22212397
## Jerry Lovelocke         0.689412066 -1.0435904952  0.35417843
## Matt Schaub            -0.875746221  1.2798536349 -0.40410741
## Ricky Stanzi            0.383087330 -0.0726042939 -0.31048304
## Derek Anderson         -1.155933576  0.4894215628  0.66651201
## Cody Fajardo            1.166447962 -1.0078557794 -0.15859218
## G.J. Kinne              0.618446178 -0.6290922307  0.01064605
## Chase Daniel            0.029729866  0.0618745517 -0.09160442
## A.J. McCarron          -0.266788099  0.2190509746  0.04773712
## Zach Mettenberger      -1.185554468  0.4844884651  0.70106600
## Kellen Clemens         -0.392233231  0.6118850075 -0.21965178
## Alex Smith             -0.276716995  0.7504212952 -0.47370430
## Luke McCown             0.039118485  0.2437032649 -0.28282175
## Bruce Gradkowski        0.409769705  0.3430343665 -0.75280407
## Sam Bradford           -0.502545782  0.6277120073 -0.12516623
## Tyler Bray             -0.307072673 -0.4732393470  0.78031202
## Philip Rivers          -1.826576618  1.9985926283 -0.17201601
## Dan Orlovsky           -0.338697097  0.7338738054 -0.39517671
## Sean Mannion           -0.389913730  0.5942079316 -0.20429420
## Shaun Hill             -0.093119973  1.2289952645 -1.13587529
## Jimmy Garoppolo        -0.097758461 -0.1045107672  0.20226923
## Tony Romo              -1.462218441  1.3142610630  0.14795738
## Garrett Grayson         0.483487363 -0.3221237281 -0.16136363
##                           Running QB    Awareness      Throwing
## Ryan Tannehill          0.2175347112 -0.266972487 -0.0115880583
## Taylor Heinicke         0.9252077394 -1.228716506 -0.6200249516
## Ben Roethlisberger     -0.4867347647  1.277780313  0.7531325606
## Marcus Mariota          0.8455044037 -1.586022448 -0.2352694121
## Drew Brees             -1.3103039210  1.629377793  1.0193723049
## Jimmy Clausen           0.0440284696  0.593849791 -0.0591008666
## Terrelle Pryor          0.6992523167 -1.433980041 -1.4721021450
## Colt McCoy             -0.0733013398  0.052965448 -0.6486820769
## Pat Devlin              0.3253915961 -0.545727237  0.0005688149
## Bryn Renner             0.3795509990 -0.466297761 -0.1340172169
## Aaron Murray            0.4440798637 -0.359820475  0.1102287245
## Tarvaris Jackson       -0.0700416187 -0.570027932 -0.5638241192
## Charlie Whitehurst     -0.0132864581  0.808850368 -0.2362556074
## Andrew Luck             0.0054267827  0.175911136  0.2582229201
## Blake Bortles          -0.1823362569 -0.187110494 -0.2622812185
## Johnny Manziel          0.5662853738 -1.655007699 -0.8423572327
## Jameis Winston         -0.7993501160 -0.405623690  0.4582035242
## Matt Simms              0.6687708949 -0.766005665 -0.2776819082
## Mike Kafka             -0.0623802452  0.866540182  0.0914401591
## Matt Flynn             -0.1315911694  0.307800374 -0.8217715527
## Matt Barkley            0.1148164331 -0.132929855  0.2291271695
## Teddy Bridgewater      -0.1993826382 -0.278645282  0.0502528025
## Matt Blanchard          0.5790357802 -1.153128714 -0.3596586987
## Chad Henne             -0.0752445660  1.033450809  0.1537836148
## Matt Ryan              -0.5814499531  1.401648601  1.1998705759
## Sean Renfree            0.1140963504  0.047413315  0.7268913440
## Scott Tolzien          -0.0426393897  0.192959999  0.2487356138
## Matthew Stafford       -0.4326547212  0.224487231  0.9210284586
## Nick Foles             -0.1838247077  0.988624344  0.9747950486
## Joe Flacco             -0.6058539306  0.902119720  1.0828569612
## Case Keenum             0.7212324496  0.363506250 -0.0848006366
## Josh Johnson            0.3136717523 -0.908448510 -1.1568016618
## David Fales             0.2362160454 -0.534480163  0.2710371874
## Kellen Moore            0.5740890750  0.865218359  0.2747576120
## Josh McCown            -0.0003397755  0.334796002 -0.4314869433
## Matt Moore             -0.5279539898  0.556645195 -0.2080226636
## Joe Webb                0.6986320749 -1.180056079 -1.7156579302
## Tajh Boyd               0.3430846042 -1.537204547 -0.6389013427
## Thad Lewis             -0.0751546262 -0.129582193 -0.3794759448
## Peyton Manning         -1.2884290712  2.077968032  1.4678856691
## Cam Newton              0.2169672167 -0.297896634 -0.4362468017
## Ryan Griffin           -0.2758229567 -0.102108583  0.4386290668
## Robert Griffin III      0.6828854676 -0.702151951 -0.7870386097
## Brandon Weeden          0.0181763997  0.526719662 -0.0133576929
## Jeff Tuel               0.9444450070 -0.242017009 -0.6181224135
## Blaine Gabbert          0.6071763769 -0.257812605 -0.3169640579
## Drew Stanton           -0.0420978287  0.002200913 -0.2581828411
## Zac Dysert              0.4477598760 -0.496405524  0.0400426413
## Derek Carr              0.3296658473 -0.077287118 -0.0602732318
## Mike Glennon            0.0413000993  0.899142609  1.0677462849
## Brett Hundley           0.2843797668 -1.162148411 -0.3428263713
## Chandler Harnish        0.1202287175 -1.050961314 -1.0001288173
## Tim Tebow               0.0478589839 -0.310686140 -1.5000192790
## Colin Kaepernick        0.1403202891 -0.542501015 -0.8199167340
## Connor Shaw             0.6469235549 -1.064891668 -1.2019057786
## Logan Thomas            0.6653942863 -1.472832724 -0.5367489793
## Jameill Showers         1.0471213058 -1.875960807 -0.9280776052
## Stephen Morris          0.6706658711 -1.449465431 -0.7083979341
## Bryce Petty             0.1694995724 -0.625638391  0.4209761070
## Shane Carden            0.4254848487 -0.230405584  0.2128323112
## Josh Freeman           -0.4848039951 -0.356797715 -0.7250297770
## Jay Cutler             -0.2841064606  0.218739320  0.5711812544
## Christian Ponder        0.3942344708 -0.355984411 -1.0647321392
## B.J. Daniels            0.6939244296 -1.593425597 -1.2443399897
## Russell Wilson          0.2436256751 -0.292630647 -0.4873324860
## Andy Dalton            -0.0933582778  0.600923675  0.3351171286
## Brad Sorensen           0.3639235166 -0.757508854  0.6104185501
## Ryan Fitzpatrick       -0.4719854249  1.258909543 -0.1017085554
## Matt Hasselbeck        -1.2410387354  1.786023708 -0.4277635445
## Kirk Cousins            0.2454938026  0.576117071 -0.0161408425
## Austin Davis            0.2609670047 -0.422929106 -0.3150995509
## Aaron Rodgers          -0.5820630869  1.037749081  1.0721336361
## Tom Savage              0.1191330521 -0.242375232  0.7114136779
## Brian Hoyer            -0.5345927361  0.837705129 -0.3732441513
## Eli Manning            -0.9619256809  1.715847261  0.9343251666
## Mark Sanchez           -0.4442645554  0.589287051  0.0047838375
## Tyrod Taylor            0.7584865544 -1.080053185 -1.0274300563
## Tom Brady              -2.5535717157  2.337028463  2.1366559147
## Landry Jones           -0.0472551266 -0.153991311  1.1729616506
## Carson Palmer          -0.5050789182  1.510757961  1.0199721544
## Trevor Siemian         -0.0731093544 -0.604491070 -0.5296654330
## Matt McGloin            0.0972806428  0.495528040 -0.4138216611
## McLeod Bethel-Thompson -0.3699712663 -0.404277498  0.3789356657
## Seth Lobato             0.0368974369 -1.184963394 -0.2422205999
## Dylan Thompson          0.7381142171 -1.033938837 -0.5557390967
## Alex Tanney             0.0338570008 -0.710704438  0.3406080943
## Bryan Bennett           0.3029332233 -1.269888105 -0.5266107620
## R.J. Archer             0.2123478429 -0.336777219 -0.5794732351
## Garrett Gilbert         0.2941779190 -0.782947556 -0.0039350872
## Geno Smith              0.4258951657 -0.831414534 -0.5449832122
## Brock Osweiler         -0.0749394845 -0.247552132  0.5941986368
## Matt Cassel            -0.5862793392  1.168217333  0.0061092642
## T.J. Yates             -0.3353994596  0.658004115  0.3261131407
## Ryan Mallett           -0.8002447555  1.115358388  1.8058824091
## E.J. Manuel             0.2637196782 -0.628062063 -0.6227578542
## Ryan Nassib            -0.6730010981 -0.510152840  0.6958532685
## Dustin Vaughan          0.4780675010 -0.123759792  0.7231149162
## Jerry Lovelocke         0.5210716339 -1.071325845 -0.4545587267
## Matt Schaub            -0.7608787731  1.527371725  0.4154899085
## Ricky Stanzi            0.4503234895 -0.111667232  0.1095977820
## Derek Anderson         -0.3989893469  1.344319421  0.9786182214
## Cody Fajardo            1.0337463411 -1.109657383 -0.8502848594
## G.J. Kinne              0.0848679030 -1.167481959 -0.5077302705
## Chase Daniel            0.1090371661  0.152633429 -0.5004203747
## A.J. McCarron           0.1918850698  0.387948260  0.0653582220
## Zach Mettenberger      -0.5987996001  0.894974586  1.2432196004
## Kellen Clemens         -0.5268068386  0.567640260  0.2450752425
## Alex Smith             -0.4908532336  0.819927272 -0.1270929411
## Luke McCown             0.0266151442  0.573290580 -0.5114549624
## Bruce Gradkowski        0.4037329362  0.390569139 -0.6235576018
## Sam Bradford           -0.1324264957  0.917267721  0.3378617914
## Tyler Bray              0.1517459296 -0.267119279  0.5349256688
## Philip Rivers          -1.6666823560  2.037816704  1.5061219465
## Dan Orlovsky           -0.1112130082  1.163162824  0.3067148792
## Sean Mannion           -0.3425000541  0.602406858  0.9681450716
## Shaun Hill             -0.2517108739  1.618059069 -0.0956991071
## Jimmy Garoppolo        -0.2710899519 -0.500741876  0.4624780010
## Tony Romo              -1.6823817232  0.971791180  0.9022437195
## Garrett Grayson         0.5532298206 -0.565773814  0.1727503157
##                            Fast Run   Power Run
## Ryan Tannehill          0.104384025 -0.04335819
## Taylor Heinicke         0.375242605  0.54829111
## Ben Roethlisberger     -0.498795917 -1.04538219
## Marcus Mariota          0.324974288  0.65081317
## Drew Brees             -0.041008073 -1.29743810
## Jimmy Clausen          -0.122812862 -0.45596453
## Terrelle Pryor          1.124184847  1.08264502
## Colt McCoy              0.449128283  0.21988969
## Pat Devlin              0.247358193 -0.02759137
## Bryn Renner            -0.081516583  0.30228056
## Aaron Murray           -0.485146953  0.29065884
## Tarvaris Jackson        0.374433017  0.82946065
## Charlie Whitehurst      0.037269119 -0.59657742
## Andrew Luck            -0.365799113 -0.07376173
## Blake Bortles           0.243232442  0.38849553
## Johnny Manziel          1.089206874  0.84187268
## Jameis Winston          0.417019959  0.32975032
## Matt Simms              0.182664019  0.19225266
## Mike Kafka             -0.862389563 -0.03321053
## Matt Flynn              0.630011192  0.01555116
## Matt Barkley            0.281054242 -0.49206799
## Teddy Bridgewater       0.132524860  0.29525026
## Matt Blanchard          0.473317596  0.46043404
## Chad Henne             -0.817123788 -0.29486607
## Matt Ryan              -1.181901116 -0.83816811
## Sean Renfree           -0.540651738 -0.34774927
## Scott Tolzien          -0.090663967 -0.30839226
## Matthew Stafford       -0.270192494 -0.44266847
## Nick Foles             -1.339595573 -0.43999911
## Joe Flacco             -0.752894712 -0.62622804
## Case Keenum            -0.981324209 -0.01861385
## Josh Johnson            1.120106974  0.63147144
## David Fales             0.412564818 -0.38533789
## Kellen Moore           -0.586552064 -1.12751298
## Josh McCown             0.159431032 -0.06240031
## Matt Moore              0.250806245 -0.07147479
## Joe Webb                0.847696956  1.34938498
## Tajh Boyd               0.925806504  0.90721478
## Thad Lewis              0.328804383  0.25540838
## Peyton Manning         -0.360119437 -1.89730519
## Cam Newton              0.257976176  0.25920004
## Ryan Griffin            0.125017414 -0.18571494
## Robert Griffin III      0.232795082  0.57351001
## Brandon Weeden         -0.542622326  0.01108396
## Jeff Tuel              -0.375475320  0.29116974
## Blaine Gabbert          0.220223165 -0.25262288
## Drew Stanton            0.336273414 -0.03819366
## Zac Dysert             -0.292593414  0.30119642
## Derek Carr             -0.230727015  0.03862152
## Mike Glennon           -1.028782228 -0.97940677
## Brett Hundley           0.563076243  0.65751877
## Chandler Harnish        1.089415189  0.84144622
## Tim Tebow               0.853638363  0.90920807
## Colin Kaepernick        0.533544747  0.68855271
## Connor Shaw             0.805539731  0.81433416
## Logan Thomas            0.571076686  0.77311073
## Jameill Showers         0.944383008  0.81253410
## Stephen Morris          0.687100465  0.80009703
## Bryce Petty            -0.513772587  0.54893530
## Shane Carden            0.013620999 -0.42153258
## Josh Freeman            0.834847363  0.73178412
## Jay Cutler              0.052032560 -0.55784667
## Christian Ponder        0.517650529  0.50883155
## B.J. Daniels            1.078032177  1.06580898
## Russell Wilson          0.258775787  0.27756167
## Andy Dalton            -0.509234142 -0.33344838
## Brad Sorensen          -0.415771514  0.19893830
## Ryan Fitzpatrick       -0.902474433  0.21725887
## Matt Hasselbeck         0.211641609 -0.32886304
## Kirk Cousins           -0.324248267 -0.48122176
## Austin Davis           -0.002912935  0.47997459
## Aaron Rodgers          -1.470019922 -0.05779971
## Tom Savage             -0.120740007 -0.46743149
## Brian Hoyer             0.459969145 -0.38983739
## Eli Manning            -0.454207999 -1.23403875
## Mark Sanchez            0.070899328 -0.22070566
## Tyrod Taylor            0.823488632  0.52550806
## Tom Brady              -0.456175504 -1.46393716
## Landry Jones           -0.072306417 -0.89940880
## Carson Palmer          -0.259774494 -1.76587670
## Trevor Siemian          0.773231759  0.43403410
## Matt McGloin           -0.012393544 -0.16659348
## McLeod Bethel-Thompson  0.188191201  0.20712190
## Seth Lobato             0.529499045  0.86078751
## Dylan Thompson          0.622136237  0.22942748
## Alex Tanney            -0.106992124  0.44323147
## Bryan Bennett           0.899180309  0.59438533
## R.J. Archer             0.311815504  0.39208711
## Garrett Gilbert         0.232092926  0.26061180
## Geno Smith              0.642856146  0.30764643
## Brock Osweiler         -0.890171076  0.61846406
## Matt Cassel            -0.520561756 -0.06748550
## T.J. Yates             -0.532015898 -0.11670190
## Ryan Mallett           -1.140261045 -0.98073500
## E.J. Manuel             0.284213390  0.70288685
## Ryan Nassib             0.300964579  0.18633609
## Dustin Vaughan         -0.996585767 -0.08083686
## Jerry Lovelocke         0.678111649  0.32670129
## Matt Schaub            -0.133735924 -1.04824694
## Ricky Stanzi           -0.747782714  0.29952867
## Derek Anderson         -1.376381154 -0.54756714
## Cody Fajardo            0.213429266  0.71276664
## G.J. Kinne              0.714804393  0.87553993
## Chase Daniel            0.330278278 -0.09152850
## A.J. McCarron          -0.117577112 -0.52761444
## Zach Mettenberger      -0.896428439 -0.64296615
## Kellen Clemens         -0.106239259 -0.17966940
## Alex Smith              0.034535884 -0.23651698
## Luke McCown             0.122567108 -0.21101787
## Bruce Gradkowski        0.034020935 -0.20476541
## Sam Bradford           -0.348190781 -0.77451224
## Tyler Bray             -0.276992544 -0.14255978
## Philip Rivers          -0.559264018 -1.31799228
## Dan Orlovsky           -1.483059357  0.12439466
## Sean Mannion           -0.873948803 -0.35410307
## Shaun Hill             -0.800835036 -0.46981405
## Jimmy Garoppolo         0.047229590  0.26212424
## Tony Romo               0.324762609 -0.51641579
## Garrett Grayson        -0.086418057 -0.07378827
## K-means clustering with 5 clusters of sizes 29, 29, 27, 13, 21
## 
## Cluster means:
##   Scrambling    Accuracy     DeepBall
## 1  0.8779739 -0.90358389  0.025610008
## 2  0.2512380 -0.24935754 -0.001880431
## 3 -0.1094357  0.50751420 -0.398078534
## 4 -1.4413082  1.37521726  0.066090981
## 5 -0.5264463  0.08831397  0.438132378
## 
## Clustering vector:
##         Ryan Tannehill        Taylor Heinicke     Ben Roethlisberger 
##                      5                      1                      4 
##         Marcus Mariota             Drew Brees          Jimmy Clausen 
##                      1                      4                      3 
##         Terrelle Pryor             Colt McCoy             Pat Devlin 
##                      1                      3                      2 
##            Bryn Renner           Aaron Murray       Tarvaris Jackson 
##                      2                      2                      2 
##     Charlie Whitehurst            Andrew Luck          Blake Bortles 
##                      3                      5                      2 
##         Johnny Manziel         Jameis Winston             Matt Simms 
##                      1                      5                      1 
##             Mike Kafka             Matt Flynn           Matt Barkley 
##                      3                      3                      5 
##      Teddy Bridgewater         Matt Blanchard             Chad Henne 
##                      3                      1                      5 
##              Matt Ryan           Sean Renfree          Scott Tolzien 
##                      4                      3                      3 
##       Matthew Stafford             Nick Foles             Joe Flacco 
##                      5                      5                      5 
##            Case Keenum           Josh Johnson            David Fales 
##                      2                      1                      5 
##           Kellen Moore            Josh McCown             Matt Moore 
##                      3                      3                      3 
##               Joe Webb              Tajh Boyd             Thad Lewis 
##                      1                      1                      2 
##         Peyton Manning             Cam Newton           Ryan Griffin 
##                      4                      5                      5 
##     Robert Griffin III         Brandon Weeden              Jeff Tuel 
##                      1                      2                      1 
##         Blaine Gabbert           Drew Stanton             Zac Dysert 
##                      2                      2                      2 
##             Derek Carr           Mike Glennon          Brett Hundley 
##                      2                      5                      1 
##       Chandler Harnish              Tim Tebow       Colin Kaepernick 
##                      1                      1                      1 
##            Connor Shaw           Logan Thomas        Jameill Showers 
##                      1                      1                      1 
##         Stephen Morris            Bryce Petty           Shane Carden 
##                      1                      2                      2 
##           Josh Freeman             Jay Cutler       Christian Ponder 
##                      2                      5                      2 
##           B.J. Daniels         Russell Wilson            Andy Dalton 
##                      1                      2                      3 
##          Brad Sorensen       Ryan Fitzpatrick        Matt Hasselbeck 
##                      2                      3                      4 
##           Kirk Cousins           Austin Davis          Aaron Rodgers 
##                      3                      2                      4 
##             Tom Savage            Brian Hoyer            Eli Manning 
##                      5                      3                      4 
##           Mark Sanchez           Tyrod Taylor              Tom Brady 
##                      3                      1                      4 
##           Landry Jones          Carson Palmer         Trevor Siemian 
##                      5                      4                      2 
##           Matt McGloin McLeod Bethel-Thompson            Seth Lobato 
##                      3                      5                      1 
##         Dylan Thompson            Alex Tanney          Bryan Bennett 
##                      1                      2                      1 
##            R.J. Archer        Garrett Gilbert             Geno Smith 
##                      2                      2                      1 
##         Brock Osweiler            Matt Cassel             T.J. Yates 
##                      2                      3                      5 
##           Ryan Mallett            E.J. Manuel            Ryan Nassib 
##                      4                      1                      3 
##         Dustin Vaughan        Jerry Lovelocke            Matt Schaub 
##                      2                      1                      4 
##           Ricky Stanzi         Derek Anderson           Cody Fajardo 
##                      2                      5                      1 
##             G.J. Kinne           Chase Daniel          A.J. McCarron 
##                      1                      2                      5 
##      Zach Mettenberger         Kellen Clemens             Alex Smith 
##                      5                      3                      3 
##            Luke McCown       Bruce Gradkowski           Sam Bradford 
##                      3                      3                      3 
##             Tyler Bray          Philip Rivers           Dan Orlovsky 
##                      5                      4                      3 
##           Sean Mannion             Shaun Hill        Jimmy Garoppolo 
##                      3                      3                      2 
##              Tony Romo        Garrett Grayson 
##                      4                      2 
## 
## Within cluster sum of squares by cluster:
## [1]  9.480708  5.470819  4.816841 11.667248  5.942077
##  (between_SS / total_SS =  76.7 %)
## 
## Available components:
## 
## [1] "cluster"      "centers"      "totss"        "withinss"    
## [5] "tot.withinss" "betweenss"    "size"         "iter"        
## [9] "ifault"
## K-means clustering with 5 clusters of sizes 31, 38, 20, 9, 21
## 
## Cluster means:
##   Running QB  Awareness   Throwing    Fast Run   Power Run
## 1  0.4484641 -1.0700541 -0.7847013  0.69506516  0.71122606
## 2  0.1726634 -0.3222854  0.1514994 -0.08626752  0.08439009
## 3 -0.2858739  0.9861503  0.5948018 -0.85256886 -0.44250934
## 4 -1.2810552  1.6581464  1.2453277 -0.34219821 -1.28022066
## 5 -0.1531725  0.5129618 -0.2159630  0.08868128 -0.23250756
## 
## Clustering vector:
##         Ryan Tannehill        Taylor Heinicke     Ben Roethlisberger 
##                      2                      1                      3 
##         Marcus Mariota             Drew Brees          Jimmy Clausen 
##                      1                      4                      5 
##         Terrelle Pryor             Colt McCoy             Pat Devlin 
##                      1                      5                      2 
##            Bryn Renner           Aaron Murray       Tarvaris Jackson 
##                      2                      2                      1 
##     Charlie Whitehurst            Andrew Luck          Blake Bortles 
##                      5                      2                      2 
##         Johnny Manziel         Jameis Winston             Matt Simms 
##                      1                      2                      2 
##             Mike Kafka             Matt Flynn           Matt Barkley 
##                      3                      5                      2 
##      Teddy Bridgewater         Matt Blanchard             Chad Henne 
##                      2                      1                      3 
##              Matt Ryan           Sean Renfree          Scott Tolzien 
##                      3                      2                      5 
##       Matthew Stafford             Nick Foles             Joe Flacco 
##                      3                      3                      3 
##            Case Keenum           Josh Johnson            David Fales 
##                      2                      1                      2 
##           Kellen Moore            Josh McCown             Matt Moore 
##                      3                      5                      5 
##               Joe Webb              Tajh Boyd             Thad Lewis 
##                      1                      1                      2 
##         Peyton Manning             Cam Newton           Ryan Griffin 
##                      4                      2                      2 
##     Robert Griffin III         Brandon Weeden              Jeff Tuel 
##                      1                      5                      2 
##         Blaine Gabbert           Drew Stanton             Zac Dysert 
##                      2                      5                      2 
##             Derek Carr           Mike Glennon          Brett Hundley 
##                      2                      3                      1 
##       Chandler Harnish              Tim Tebow       Colin Kaepernick 
##                      1                      1                      1 
##            Connor Shaw           Logan Thomas        Jameill Showers 
##                      1                      1                      1 
##         Stephen Morris            Bryce Petty           Shane Carden 
##                      1                      2                      2 
##           Josh Freeman             Jay Cutler       Christian Ponder 
##                      1                      5                      1 
##           B.J. Daniels         Russell Wilson            Andy Dalton 
##                      1                      2                      3 
##          Brad Sorensen       Ryan Fitzpatrick        Matt Hasselbeck 
##                      2                      3                      5 
##           Kirk Cousins           Austin Davis          Aaron Rodgers 
##                      5                      2                      3 
##             Tom Savage            Brian Hoyer            Eli Manning 
##                      2                      5                      4 
##           Mark Sanchez           Tyrod Taylor              Tom Brady 
##                      5                      1                      4 
##           Landry Jones          Carson Palmer         Trevor Siemian 
##                      2                      4                      1 
##           Matt McGloin McLeod Bethel-Thompson            Seth Lobato 
##                      5                      2                      1 
##         Dylan Thompson            Alex Tanney          Bryan Bennett 
##                      1                      2                      1 
##            R.J. Archer        Garrett Gilbert             Geno Smith 
##                      2                      2                      1 
##         Brock Osweiler            Matt Cassel             T.J. Yates 
##                      2                      3                      3 
##           Ryan Mallett            E.J. Manuel            Ryan Nassib 
##                      4                      1                      2 
##         Dustin Vaughan        Jerry Lovelocke            Matt Schaub 
##                      2                      1                      4 
##           Ricky Stanzi         Derek Anderson           Cody Fajardo 
##                      2                      3                      1 
##             G.J. Kinne           Chase Daniel          A.J. McCarron 
##                      1                      5                      5 
##      Zach Mettenberger         Kellen Clemens             Alex Smith 
##                      3                      5                      5 
##            Luke McCown       Bruce Gradkowski           Sam Bradford 
##                      5                      5                      3 
##             Tyler Bray          Philip Rivers           Dan Orlovsky 
##                      2                      4                      3 
##           Sean Mannion             Shaun Hill        Jimmy Garoppolo 
##                      3                      3                      2 
##              Tony Romo        Garrett Grayson 
##                      4                      2 
## 
## Within cluster sum of squares by cluster:
## [1] 17.037121 23.641956 13.182622  9.633671 10.282568
##  (between_SS / total_SS =  75.1 %)
## 
## Available components:
## 
## [1] "cluster"      "centers"      "totss"        "withinss"    
## [5] "tot.withinss" "betweenss"    "size"         "iter"        
## [9] "ifault"
## 
## Call:
## lm(formula = QBClusterReducedReg[, 1] ~ QBClusterReducedReg[, 
##     2] + QBClusterReducedReg[, 3] + QBClusterReducedReg[, 4], 
##     data = QBClusterReducedReg)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.273271 -0.074761  0.007542  0.072436  0.297956 
## 
## Coefficients:
##                           Estimate Std. Error t value Pr(>|t|)    
## (Intercept)              5.606e-16  1.022e-02   0.000        1    
## QBClusterReducedReg[, 2] 6.804e-02  1.373e-02   4.956  2.5e-06 ***
## QBClusterReducedReg[, 3] 1.116e+00  1.457e-02  76.612  < 2e-16 ***
## QBClusterReducedReg[, 4] 2.526e-01  1.554e-02  16.254  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.1115 on 115 degrees of freedom
## Multiple R-squared:  0.988,  Adjusted R-squared:  0.9877 
## F-statistic:  3150 on 3 and 115 DF,  p-value: < 2.2e-16
## 
## Call:
## lm(formula = QBClusterFullReg[, 1] ~ QBClusterFullReg[, 2] + 
##     QBClusterFullReg[, 3] + QBClusterFullReg[, 4] + QBClusterFullReg[, 
##     5] + QBClusterFullReg[, 6], data = QBClusterFullReg)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.070632 -0.019957  0.001901  0.022783  0.061513 
## 
## Coefficients:
##                        Estimate Std. Error t value Pr(>|t|)    
## (Intercept)           7.178e-16  2.738e-03   0.000    1.000    
## QBClusterFullReg[, 2] 1.043e-01  6.126e-03  17.020  < 2e-16 ***
## QBClusterFullReg[, 3] 6.867e-01  4.053e-03 169.423  < 2e-16 ***
## QBClusterFullReg[, 4] 6.772e-01  5.115e-03 132.379  < 2e-16 ***
## QBClusterFullReg[, 5] 4.261e-03  5.165e-03   0.825    0.411    
## QBClusterFullReg[, 6] 4.257e-02  6.558e-03   6.491 2.36e-09 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.02986 on 113 degrees of freedom
## Multiple R-squared:  0.9992, Adjusted R-squared:  0.9991 
## F-statistic: 2.666e+04 on 5 and 113 DF,  p-value: < 2.2e-16
##   Running QB  Awareness   Throwing    Fast Run   Power Run
## 1  0.4484641 -1.0700541 -0.7847013  0.69506516  0.71122606
## 2  0.1726634 -0.3222854  0.1514994 -0.08626752  0.08439009
## 3 -0.2858739  0.9861503  0.5948018 -0.85256886 -0.44250934
## 4 -1.2810552  1.6581464  1.2453277 -0.34219821 -1.28022066
## 5 -0.1531725  0.5129618 -0.2159630  0.08868128 -0.23250756
##   Scrambling    Accuracy     DeepBall
## 1  0.8779739 -0.90358389  0.025610008
## 2  0.2512380 -0.24935754 -0.001880431
## 3 -0.1094357  0.50751420 -0.398078534
## 4 -1.4413082  1.37521726  0.066090981
## 5 -0.5264463  0.08831397  0.438132378
##                        Scrambler Mobile Deep Thrower West Coast
## Ryan Tannehill          86.01587            85.90350   85.05847
## Taylor Heinicke         36.09599            31.29162   28.70137
## Ben Roethlisberger      91.26689            93.66371   94.56036
## Marcus Mariota          84.73966            81.83770   77.63666
## Drew Brees              75.53902            81.83701   88.07983
## Jimmy Clausen           42.41852            43.41768   44.62573
## Terrelle Pryor          53.25885            45.15096   37.37899
## Colt McCoy              52.79495            52.49524   53.35148
## Pat Devlin              31.86606            30.82420   30.88321
## Bryn Renner             32.76974            31.02594   30.08333
## Aaron Murray            45.05155            43.74209   41.92436
## Tarvaris Jackson        63.10604            60.43829   56.00595
## Charlie Whitehurst      45.54239            47.25733   50.05455
## Andrew Luck             93.77837            94.11087   94.19696
## Blake Bortles           58.06808            57.13465   55.39768
## Johnny Manziel          74.81659            70.47416   63.19902
## Jameis Winston          68.10712            68.92400   68.97824
## Matt Simms              34.77470            31.44390   28.40008
## Mike Kafka              28.63950            30.45671   32.86336
## Matt Flynn              49.78782            50.34499   52.52421
## Matt Barkley            39.67553            40.51779   40.91681
## Teddy Bridgewater       74.98338            75.04200   75.87962
## Matt Blanchard          33.91534            30.04756   26.89492
## Chad Henne              40.82945            42.79216   44.35849
## Matt Ryan               70.82236            75.95639   81.48583
## Sean Renfree            35.43889            36.79968   38.57762
## Scott Tolzien           38.68053            40.02403   41.94457
## Matthew Stafford        68.96680            70.69050   71.61729
## Nick Foles              51.94919            55.78310   58.95747
## Joe Flacco              74.20339            77.50740   80.46068
## Case Keenum             48.88349            48.05113   48.57893
## Josh Johnson            56.02229            51.24735   46.94593
## David Fales             35.87064            35.98745   35.40962
## Kellen Moore            34.35722            37.02304   42.07067
## Josh McCown             45.69476            45.82305   47.35034
## Matt Moore              41.35025            43.45187   46.81662
## Joe Webb                58.78092            51.06920   43.37745
## Tajh Boyd               38.77447            34.10527   28.56390
## Thad Lewis              42.49063            41.37943   40.07088
## Peyton Manning          62.07232            71.96660   81.39485
## Cam Newton              95.18011            94.89062   93.63878
## Ryan Griffin            27.47218            29.42954   30.30646
## Robert Griffin III      79.23895            75.59740   72.00292
## Brandon Weeden          48.85764            48.99407   48.86335
## Jeff Tuel               39.58005            36.27825   34.59415
## Blaine Gabbert          53.70289            51.37372   49.61778
## Drew Stanton            52.14721            51.57976   50.86494
## Zac Dysert              46.01598            44.62679   41.91294
## Derek Carr              71.80613            70.25660   68.06628
## Mike Glennon            38.26804            41.59223   43.39372
## Brett Hundley           50.86302            46.06211   42.60385
## Chandler Harnish        37.67085            33.63295   30.47870
## Tim Tebow               49.14764            45.47795   42.82040
## Colin Kaepernick        83.30471            81.01824   77.70197
## Connor Shaw             46.21639            41.15746   37.10905
## Logan Thomas            58.09250            51.99413   44.61681
## Jameill Showers         30.83213            23.83528   16.76117
## Stephen Morris          45.50477            39.21634   33.00735
## Bryce Petty             44.81970            42.76335   40.90504
## Shane Carden            29.01878            28.93788   29.23581
## Josh Freeman            38.19540            36.27991   33.82738
## Jay Cutler              61.25818            62.53013   62.40923
## Christian Ponder        63.63836            60.85972   58.65689
## B.J. Daniels            50.39472            43.81024   36.85498
## Russell Wilson          92.84107            92.29343   91.32963
## Andy Dalton             61.35704            63.37276   66.56537
## Brad Sorensen           29.06732            27.38980   24.56017
## Ryan Fitzpatrick        51.38184            54.75774   60.05472
## Matt Hasselbeck         30.07147            35.51522   42.22229
## Kirk Cousins            44.19237            45.14676   47.12894
## Austin Davis            56.65481            54.46264   53.71981
## Aaron Rodgers           94.54365            95.84740   96.67786
## Tom Savage              39.19662            39.32254   37.91136
## Brian Hoyer             40.27876            42.73203   45.90062
## Eli Manning             59.86861            66.97229   73.94887
## Mark Sanchez            49.07016            51.25640   54.24769
## Tyrod Taylor            71.01225            66.06939   60.22612
## Tom Brady               66.63181            78.27744   86.71822
## Landry Jones            29.32324            31.09849   31.19138
## Carson Palmer           52.77615            59.66956   66.58029
## Trevor Siemian          29.39775            28.02284   27.77457
## Matt McGloin            38.47727            39.20557   41.72226
## McLeod Bethel-Thompson  27.12247            26.92136   25.11716
## Seth Lobato             26.48438            23.32747   19.43653
## Dylan Thompson          44.02571            39.95078   35.06930
## Alex Tanney             31.72616            30.48654   29.12648
## Bryan Bennett           28.70376            24.51395   20.67406
## R.J. Archer             33.09183            31.17566   30.09690
## Garrett Gilbert         33.88072            31.70283   29.62126
## Geno Smith              71.43069            68.25372   64.62558
## Brock Osweiler          51.14275            50.16919   48.19597
## Matt Cassel             42.76550            46.37814   51.28613
## T.J. Yates              37.29072            39.46685   41.48017
## Ryan Mallett            30.68694            36.64607   39.79367
## E.J. Manuel             64.40334            60.69455   56.49246
## Ryan Nassib             39.03436            40.08595   41.47796
## Dustin Vaughan          32.41575            32.11588   31.24713
## Jerry Lovelocke         21.02652            17.59720   13.92161
## Matt Schaub             28.49633            34.00032   41.10269
## Ricky Stanzi            29.00686            27.95578   27.64182
## Derek Anderson          32.62951            36.83952   39.45273
## Cody Fajardo            40.70488            34.84834   29.62283
## G.J. Kinne              33.82228            30.63108   27.49864
## Chase Daniel            52.13741            52.24664   52.61871
## A.J. McCarron           45.37921            46.74527   48.00518
## Zach Mettenberger       41.54792            46.10370   48.79924
## Kellen Clemens          36.95048            39.72465   43.22246
## Alex Smith              69.38757            71.98649   75.59444
## Luke McCown             46.28920            46.92433   48.37797
## Bruce Gradkowski        52.77744            52.73519   54.82960
## Sam Bradford            56.66755            59.83708   63.33869
## Tyler Bray              26.52282            26.01147   23.73780
## Philip Rivers           57.86600            68.15695   77.73293
## Dan Orlovsky            30.97067            33.78808   37.82485
## Sean Mannion            23.92106            26.18472   29.09809
## Shaun Hill              33.91364            37.63962   44.74956
## Jimmy Garoppolo         49.51014            49.45130   48.81455
## Tony Romo               80.80904            85.72737   89.59093
## Garrett Grayson         50.28154            48.02206   46.18420
##                        Pocket Passer  Big Arm
## Ryan Tannehill              85.85688 86.66508
## Taylor Heinicke             20.52061 24.34368
## Ben Roethlisberger          97.53410 96.55630
## Marcus Mariota              73.87726 79.67871
## Drew Brees                  92.18328 85.75606
## Jimmy Clausen               45.77848 44.20166
## Terrelle Pryor              26.96073 36.79660
## Colt McCoy                  51.40785 50.74049
## Pat Devlin                  28.04574 28.43320
## Bryn Renner                 26.77038 28.33051
## Aaron Murray                40.77595 43.03739
## Tarvaris Jackson            54.36951 59.74245
## Charlie Whitehurst          51.06875 47.69616
## Andrew Luck                 94.92245 94.71921
## Blake Bortles               55.12049 57.15753
## Johnny Manziel              59.68418 68.81098
## Jameis Winston              71.08638 70.68768
## Matt Simms                  24.00255 27.97075
## Mike Kafka                  34.86027 31.72194
## Matt Flynn                  51.17772 48.89713
## Matt Barkley                42.70804 41.95452
## Teddy Bridgewater           74.93574 74.11263
## Matt Blanchard              21.50885 25.64877
## Chad Henne                  47.72077 45.36115
## Matt Ryan                   85.81283 79.51239
## Sean Renfree                40.01935 37.72871
## Scott Tolzien               43.13050 40.72528
## Matthew Stafford            74.87739 73.34900
## Nick Foles                  64.92515 60.44830
## Joe Flacco                  84.43367 80.78026
## Case Keenum                 45.62249 45.49974
## Josh Johnson                39.64267 45.67294
## David Fales                 36.48943 36.98146
## Kellen Moore                42.95103 37.00859
## Josh McCown                 45.69337 44.21845
## Matt Moore                  48.19191 44.10156
## Joe Webb                    32.84684 42.96988
## Tajh Boyd                   24.21473 30.91525
## Thad Lewis                  38.79341 40.49100
## Peyton Manning              89.10793 79.41447
## Cam Newton                  94.42760 95.60029
## Ryan Griffin                34.77108 32.97308
## Robert Griffin III          65.44764 71.02944
## Brandon Weeden              49.40713 49.46860
## Jeff Tuel                   28.31901 31.11114
## Blaine Gabbert              45.57277 48.23662
## Drew Stanton                50.25663 51.17521
## Zac Dysert                  41.72362 44.86575
## Derek Carr                  66.56378 69.35798
## Mike Glennon                50.31629 47.08571
## Brett Hundley               34.46563 39.56264
## Chandler Harnish            24.50502 28.77793
## Tim Tebow                   36.54957 40.51198
## Colin Kaepernick            75.05117 79.48973
## Connor Shaw                 29.43824 35.00050
## Logan Thomas                37.74563 47.17238
## Jameill Showers             11.36228 18.97229
## Stephen Morris              25.47263 33.22894
## Bryce Petty                 37.84017 40.43229
## Shane Carden                28.62486 28.38521
## Josh Freeman                31.98248 35.04834
## Jay Cutler                  65.96185 65.52750
## Christian Ponder            53.75228 57.13108
## B.J. Daniels                29.08847 37.84392
## Russell Wilson              90.97021 92.15610
## Andy Dalton                 67.70224 63.88773
## Brad Sorensen               23.91840 27.24300
## Ryan Fitzpatrick            62.11242 55.75252
## Matt Hasselbeck             49.39215 40.30172
## Kirk Cousins                47.13584 44.86330
## Austin Davis                48.67222 50.34964
## Aaron Rodgers               98.02292 97.16166
## Tom Savage                  40.11417 41.39318
## Brian Hoyer                 48.52877 44.44740
## Eli Manning                 81.35755 73.18201
## Mark Sanchez                56.24771 52.50568
## Tyrod Taylor                53.31599 61.39732
## Tom Brady                   94.91153 87.92358
## Landry Jones                36.12465 35.19207
## Carson Palmer               74.68238 66.11909
## Trevor Siemian              24.51427 25.30006
## Matt McGloin                40.41606 37.76724
## McLeod Bethel-Thompson      26.95164 28.78373
## Seth Lobato                 16.91395 21.51675
## Dylan Thompson              30.90947 36.99286
## Alex Tanney                 27.63361 29.40409
## Bryan Bennett               15.91375 20.55193
## R.J. Archer                 26.53178 28.27610
## Garrett Gilbert             26.70523 29.46945
## Geno Smith                  60.16080 65.20269
## Brock Osweiler              48.13645 50.40817
## Matt Cassel                 54.75976 48.57256
## T.J. Yates                  44.90090 42.00037
## Ryan Mallett                53.12723 47.17059
## E.J. Manuel                 51.53392 57.23951
## Ryan Nassib                 42.54450 40.76777
## Dustin Vaughan              31.57675 32.52345
## Jerry Lovelocke             11.04179 15.24333
## Matt Schaub                 48.12504 38.55497
## Ricky Stanzi                25.28227 26.00542
## Derek Anderson              48.13498 43.59424
## Cody Fajardo                22.24128 28.78548
## G.J. Kinne                  23.56972 27.57689
## Chase Daniel                52.42730 52.03179
## A.J. McCarron               50.08661 48.30108
## Zach Mettenberger           57.77428 53.25617
## Kellen Clemens              46.39101 41.81923
## Alex Smith                  77.44466 73.12742
## Luke McCown                 48.20148 46.56448
## Bruce Gradkowski            51.95941 50.01660
## Sam Bradford                67.06361 62.55726
## Tyler Bray                  25.36115 27.78359
## Philip Rivers               86.99997 76.84104
## Dan Orlovsky                40.57497 35.41528
## Sean Mannion                31.88082 27.96605
## Shaun Hill                  46.00544 37.63065
## Jimmy Garoppolo             49.49120 50.11126
## Tony Romo                   93.89453 89.98945
## Garrett Grayson             42.48471 45.17201
##                        Scrambler Low Awareness Balanced West Coast
## Ryan Tannehill          83.63933               83.11038   82.15728
## Taylor Heinicke         42.30697               36.10072   28.50239
## Ben Roethlisberger      83.58802               87.91876   91.97519
## Marcus Mariota          82.93523               78.80874   71.51038
## Drew Brees              78.91173               84.90020   90.68952
## Jimmy Clausen           40.59972               42.51451   45.56913
## Terrelle Pryor          63.52383               52.19765   39.77778
## Colt McCoy              58.11647               55.14664   53.26650
## Pat Devlin              34.66278               33.05496   30.37759
## Bryn Renner             33.57562               31.89754   29.44294
## Aaron Murray            39.02859               38.91735   37.70393
## Tarvaris Jackson        64.10504               59.50591   54.63849
## Charlie Whitehurst      46.09015               47.88186   51.50554
## Andrew Luck             91.91245               92.62843   93.27272
## Blake Bortles           60.05620               57.97012   56.05322
## Johnny Manziel          75.06017               66.78018   55.43078
## Jameis Winston          73.52586               73.21208   72.21955
## Matt Simms              35.17241               32.04681   27.77737
## Mike Kafka              24.07187               27.19699   31.83625
## Matt Flynn              56.96396               53.96776   52.83139
## Matt Barkley            38.79284               39.29463   39.14167
## Teddy Bridgewater       78.07753               77.30743   76.19229
## Matt Blanchard          38.16345               33.12061   26.69123
## Chad Henne              33.83330               38.25284   44.52066
## Matt Ryan               65.66380               74.66861   83.02141
## Sean Renfree            31.60523               35.07272   37.62992
## Scott Tolzien           38.29766               40.03694   41.80504
## Matthew Stafford        67.08979               71.18248   74.50548
## Nick Foles              40.38207               48.67480   57.50514
## Joe Flacco              70.72441               77.10559   82.93179
## Case Keenum             41.71560               43.79114   46.12583
## Josh Johnson            65.12455               56.79310   47.98176
## David Fales             35.30473               34.68082   32.63315
## Kellen Moore            29.90350               34.54650   40.12626
## Josh McCown             49.15000               48.33276   48.76745
## Matt Moore              46.52442               46.93969   49.07910
## Joe Webb                66.52432               55.37020   43.66397
## Tajh Boyd               44.09217               35.89886   26.55349
## Thad Lewis              45.84371               43.46595   41.49186
## Peyton Manning          61.02184               72.69801   83.92926
## Cam Newton              93.30071               92.29195   91.14960
## Ryan Griffin            25.20614               26.23206   26.75381
## Robert Griffin III      80.81698               76.84372   71.92863
## Brandon Weeden          44.60221               46.69969   49.77512
## Jeff Tuel               38.23563               35.84460   33.29481
## Blaine Gabbert          54.21298               52.35870   50.03417
## Drew Stanton            54.15802               52.80522   51.86801
## Zac Dysert              39.44781               38.47619   36.28215
## Derek Carr              68.75049               68.65300   68.28720
## Mike Glennon            26.80497               34.29260   42.46001
## Brett Hundley           61.07546               55.51472   48.02704
## Chandler Harnish        49.37588               40.79957   32.18628
## Tim Tebow               60.52271               52.43875   45.88467
## Colin Kaepernick        84.71731               81.07131   77.03664
## Connor Shaw             53.34867               44.41226   35.16157
## Logan Thomas            61.26640               54.11260   44.45438
## Jameill Showers         33.91626               25.04267   15.80771
## Stephen Morris          51.22909               43.22327   33.55832
## Bryce Petty             44.25643               44.33068   42.54310
## Shane Carden            27.40738               27.85732   27.41144
## Josh Freeman            47.33126               41.97459   37.52866
## Jay Cutler              59.36474               62.28754   64.91401
## Christian Ponder        67.34741               61.83894   56.71493
## B.J. Daniels            57.00180               45.91905   33.70081
## Russell Wilson          92.16103               90.95161   89.61371
## Andy Dalton             59.72142               63.36941   67.50173
## Brad Sorensen           24.51280               24.98180   23.43786
## Ryan Fitzpatrick        49.80594               53.83294   60.55953
## Matt Hasselbeck         34.60621               37.55942   45.34398
## Kirk Cousins            41.82188               44.16952   47.41661
## Austin Davis            60.18161               57.58312   54.46184
## Aaron Rodgers           89.65962               93.05521   95.69231
## Tom Savage              35.14768               37.49557   38.35027
## Brian Hoyer             45.07837               45.64279   48.68650
## Eli Manning             57.34692               66.49039   76.66958
## Mark Sanchez            52.10874               53.76173   56.79420
## Tyrod Taylor            73.43618               66.35636   57.65293
## Tom Brady               65.66519               78.69343   89.68034
## Landry Jones            24.90209               28.77581   31.11326
## Carson Palmer           48.34120               57.88710   68.42173
## Trevor Siemian          38.28491               33.61309   28.96427
## Matt McGloin            40.98062               40.99633   42.42479
## McLeod Bethel-Thompson  27.05947               26.89406   25.89655
## Seth Lobato             30.21097               25.54947   19.99536
## Dylan Thompson          44.10999               38.47891   31.62405
## Alex Tanney             31.99787               31.17370   28.78115
## Bryan Bennett           36.48528               30.07742   22.87885
## R.J. Archer             37.33312               33.83511   30.55299
## Garrett Gilbert         35.98878               33.54163   29.72116
## Geno Smith              74.22554               69.74348   63.98449
## Brock Osweiler          45.88671               48.03208   48.91605
## Matt Cassel             42.46350               46.31246   52.76326
## T.J. Yates              34.01476               37.52219   42.08404
## Ryan Mallett            19.80257               29.06989   39.91722
## E.J. Manuel             67.39598               62.84058   57.69784
## Ryan Nassib             45.73759               46.22581   45.26879
## Dustin Vaughan          24.54762               27.60813   29.39075
## Jerry Lovelocke         24.06047               19.84760   15.11127
## Matt Schaub             29.39514               35.36652   44.41011
## Ricky Stanzi            25.56305               26.29794   26.46374
## Derek Anderson          21.28402               28.81209   38.63890
## Cody Fajardo            42.20535               35.61098   28.11099
## G.J. Kinne              40.35429               33.99698   26.87349
## Chase Daniel            53.18635               51.43330   50.61619
## A.J. McCarron           41.74380               43.63357   45.99139
## Zach Mettenberger       32.71102               40.84279   49.61880
## Kellen Clemens          38.19206               40.76346   44.43166
## Alex Smith              71.91551               73.46832   76.58534
## Luke McCown             47.31773               47.03850   48.54027
## Bruce Gradkowski        54.35502               53.33633   53.64271
## Sam Bradford            52.73930               57.52880   63.40322
## Tyler Bray              21.35230               22.63460   22.88178
## Philip Rivers           56.73258               68.70114   80.87954
## Dan Orlovsky            23.86214               28.90065   36.02429
## Sean Mannion            21.82672               26.99930   32.64387
## Shaun Hill              34.22409               39.42002   48.07884
## Jimmy Garoppolo         50.99612               50.99308   49.59788
## Tony Romo               83.44858               86.76216   90.33714
## Garrett Grayson         49.35034               48.68525   46.31308
##                        Pocket Passer High Awareness Balanced
## Ryan Tannehill              81.77133                82.60184
## Taylor Heinicke             24.46858                32.65205
## Ben Roethlisberger          93.65359                89.67800
## Marcus Mariota              67.29678                74.87349
## Drew Brees                  93.82763                87.97310
## Jimmy Clausen               46.68841                44.43057
## Terrelle Pryor              34.24461                49.03519
## Colt McCoy                  52.73189                56.13335
## Pat Devlin                  29.55113                31.63484
## Bryn Renner                 27.51305                30.31577
## Aaron Murray                35.36846                36.93738
## Tarvaris Jackson            52.32133                58.17593
## Charlie Whitehurst          53.20998                50.87268
## Andrew Luck                 93.33563                92.63449
## Blake Bortles               55.50246                57.73213
## Johnny Manziel              51.02246                62.96460
## Jameis Winston              73.95231                72.50503
## Matt Simms                  25.38530                29.89709
## Mike Kafka                  31.90020                28.66613
## Matt Flynn                  53.07673                56.17023
## Matt Barkley                40.34689                39.21998
## Teddy Bridgewater           76.09695                76.70414
## Matt Blanchard              24.01694                30.13477
## Chad Henne                  45.44002                40.56926
## Matt Ryan                   85.77227                77.01215
## Sean Renfree                38.37207                34.33785
## Scott Tolzien               42.91637                40.53234
## Matthew Stafford            76.93151                71.39352
## Nick Foles                  59.37758                49.97225
## Joe Flacco                  85.43480                78.52142
## Case Keenum                 43.38904                43.55613
## Josh Johnson                44.92192                55.48104
## David Fales                 33.15869                33.46749
## Kellen Moore                41.37850                36.52593
## Josh McCown                 48.81399                49.84877
## Matt Moore                  51.08024                49.36984
## Joe Webb                    37.04278                52.73733
## Tajh Boyd                   23.51153                32.25532
## Thad Lewis                  40.95050                43.57682
## Peyton Manning              89.52304                77.96866
## Cam Newton                  90.48432                92.07212
## Ryan Griffin                28.19191                26.04245
## Robert Griffin III          68.19883                75.25277
## Brandon Weeden              49.49896                47.73750
## Jeff Tuel                   29.32612                34.55954
## Blaine Gabbert              48.63737                51.81292
## Drew Stanton                52.11901                53.37878
## Zac Dysert                  33.96733                36.33641
## Derek Carr                  67.08154                68.08490
## Mike Glennon                45.30042                35.62962
## Brett Hundley               45.16620                52.29616
## Chandler Harnish            29.56438                38.95617
## Tim Tebow                   42.69907                52.89687
## Colin Kaepernick            74.94000                80.39764
## Connor Shaw                 30.74770                42.06545
## Logan Thomas                39.95059                49.80500
## Jameill Showers             12.41689                21.13954
## Stephen Morris              29.35289                39.29917
## Bryce Petty                 40.41955                41.26846
## Shane Carden                27.31592                27.14606
## Josh Freeman                37.01095                42.12780
## Jay Cutler                  67.54914                63.02893
## Christian Ponder            53.60039                61.54475
## B.J. Daniels                28.65459                42.12100
## Russell Wilson              88.78705                90.71527
## Andy Dalton                 68.64914                64.59382
## Brad Sorensen               22.15591                22.30229
## Ryan Fitzpatrick            61.17063                56.93226
## Matt Hasselbeck             50.41532                44.20059
## Kirk Cousins                47.88091                45.70852
## Austin Davis                52.02920                56.12932
## Aaron Rodgers               96.16340                93.46895
## Tom Savage                  39.54371                36.38534
## Brian Hoyer                 51.64092                49.42645
## Eli Manning                 81.80178                71.19338
## Mark Sanchez                58.94104                55.97739
## Tyrod Taylor                53.37828                64.09766
## Tom Brady                   94.62665                83.67050
## Landry Jones                34.09111                28.05278
## Carson Palmer               74.60133                62.57736
## Trevor Siemian              28.10503                32.82116
## Matt McGloin                42.39724                42.77642
## McLeod Bethel-Thompson      26.61641                25.90808
## Seth Lobato                 18.22687                22.90539
## Dylan Thompson              28.79610                35.95415
## Alex Tanney                 27.67694                28.76429
## Bryan Bennett               20.86649                27.45667
## R.J. Archer                 28.79192                33.25734
## Garrett Gilbert             28.26577                31.33470
## Geno Smith                  61.72082                68.06269
## Brock Osweiler              47.32825                45.67150
## Matt Cassel                 54.78694                49.69328
## T.J. Yates                  43.51880                38.94005
## Ryan Mallett                45.85361                30.76481
## E.J. Manuel                 54.58792                61.20639
## Ryan Nassib                 47.41133                44.78701
## Dustin Vaughan              28.19506                25.85330
## Jerry Lovelocke             13.57047                18.00315
## Matt Schaub                 50.20924                40.33343
## Ricky Stanzi                24.36639                25.00813
## Derek Anderson              41.50201                31.00421
## Cody Fajardo                23.32669                32.36731
## G.J. Kinne                  24.56567                31.29997
## Chase Daniel                50.40022                52.57062
## A.J. McCarron               46.87500                44.81007
## Zach Mettenberger           53.80289                42.43019
## Kellen Clemens              46.81597                42.56553
## Alex Smith                  78.33485                75.89224
## Luke McCown                 48.88454                49.36053
## Bruce Gradkowski            52.60726                54.86728
## Sam Bradford                65.97772                60.15187
## Tyler Bray                  22.91735                21.53476
## Philip Rivers               86.97494                74.00710
## Dan Orlovsky                35.71370                30.46480
## Sean Mannion                34.79716                27.53867
## Shaun Hill                  50.01691                43.88240
## Jimmy Garoppolo             49.97079                49.20833
## Tony Romo                   93.26124                88.73875
## Garrett Grayson             44.70071                46.48518